electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-4325dd2e

Indice De Preco Do Consumidor 2011 | Africa (INE)

325 rows - 1 Africa country/area - 2021 - source table - Engineered by Electric Sheep Africa

TL;DR

This dataset contains 325 rows from INE, covering Indice De Preco Do Consumidor 2011. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.

What This Dataset Measures

Transport datasets help analysts examine mobility, infrastructure, passenger movement, logistics, and access to services.

Source-provided context: Document, Report [doc/rep]

How To Read This Dataset

• One row means: one source record from the original tabular resource, with Electric Sheep Africa provenance columns added where available.
• Primary geography column: country_iso3.
• Best time column: year.
• Time coverage basis: year.
• Recommended join keys: country_iso3 where available plus source-specific keys.

Coverage

Dimension	Value
Rows	325
Countries/areas	1
First period	2021
Last period	2021
Indicators	0
Columns	106
Source format	XLSX

Geographic Coverage

Top areas shown below, sorted by row count when available:

Area	Rows	First year	Last year	Name
MOZ	325	2021	2021	Mozambique

Indicators, Variables, Or Resource Contents

• This repo preserves one source tabular resource with its usable columns kept together.

Schema

Column	Type	Description	Example
source_record_id	string	Stable row identifier assigned during Electric Sheep Africa engineering.	moz-ine-nada-53-293:publicacao-pag1-a-2:0
country_iso3	dictionary<values=string, indices=int8, ordered=0>	ISO3 country or area code.	MOZ
country_name	dictionary<values=string, indices=int8, ordered=0>	Country or area name.	Mozambique
source_sheet	string	Source column from the original resource.	Publicação pag1 a 2
year	int64	Observation year.	2021
descricao	string	Source column from the original resource.	``
ano	double	Source column from the original resource.	2016.0
jan	double	Source column from the original resource.	93.76
fev	string	Source column from the original resource.	94.68
mar	double	Source column from the original resource.	94.94
abr	double	Source column from the original resource.	96.26
mai	double	Source column from the original resource.	96.55
jun	double	Source column from the original resource.	97.28
jul	double	Source column from the original resource.	98.41
ago	string	Source column from the original resource.	100.15
set	double	Source column from the original resource.	103.44
out	double	Source column from the original resource.	105.96
nov	double	Source column from the original resource.	107.92
dez	double	Source column from the original resource.	110.66
source_period_start_year	int64	Start year inferred from source metadata.	2021
source_period_end_year	int64	End year inferred from source metadata.	2021
source_period_label	dictionary<values=string, indices=int8, ordered=0>	Source column from the original resource.	2021
source_provider	dictionary<values=string, indices=int8, ordered=0>	Publishing organization.	INE
source_dataset	dictionary<values=string, indices=int8, ordered=0>	Source dataset or package title.	Índice de Preço do Consumidor 2011
source_resource	dictionary<values=string, indices=int8, ordered=0>	Source resource title, table name, or file name.	Índice Preço ao Consumidor
source_package_id	dictionary<values=string, indices=int8, ordered=0>	Source package identifier.	MZ-IPC2021.v1
source_resource_id	dictionary<values=string, indices=int8, ordered=0>	Source resource identifier.	moz-ine-nada-53-293
source_url	dictionary<values=string, indices=int8, ordered=0>	Original source URL or download URL.	https://mozdata.ine.gov.mz/index.php/catalog/53/download/293
license_id	dictionary<values=string, indices=int8, ordered=0>	Source license identifier.	other-open
retrieved_at	dictionary<values=string, indices=int8, ordered=0>	UTC source retrieval timestamp from the Electric Sheep Africa pipeline.	2026-08-07T22:10:37Z
d_011	double	Source column from the original resource.	``
produtos_alimentares	string	Source column from the original resource.	``
d_31_65068233356834	double	Source column from the original resource.	``
d_30_402163899252006	double	Source column from the original resource.	``
d_29_384989879199995	double	Source column from the original resource.	``
d_32_09661911288516	double	Source column from the original resource.	``
d_30_721415352837933	double	Source column from the original resource.	``
d_91_88	double	Source column from the original resource.	``
d_94_15	double	Source column from the original resource.	``
d_94_71	double	Source column from the original resource.	``
d_97_17	double	Source column from the original resource.	``
d_96_7	double	Source column from the original resource.	``
d_96_93	double	Source column from the original resource.	``
d_97_59	double	Source column from the original resource.	``
d_99_44	double	Source column from the original resource.	``
d_102_44	double	Source column from the original resource.	``
d_105_69	double	Source column from the original resource.	``
d_108_71	double	Source column from the original resource.	``
d_114_6	double	Source column from the original resource.	``
d_119_56	double	Source column from the original resource.	``
d_120_58	double	Source column from the original resource.	``
d_119_68	double	Source column from the original resource.	``
d_120_54	double	Source column from the original resource.	``
d_118_63	double	Source column from the original resource.	``
d_115_52	double	Source column from the original resource.	``
d_113_32	double	Source column from the original resource.	``
d_112_52	double	Source column from the original resource.	``
d_112_64	double	Source column from the original resource.	``
d_112_96	double	Source column from the original resource.	``
d_114_29	double	Source column from the original resource.	``
d_116_64	double	Source column from the original resource.	``
d_117_74	double	Source column from the original resource.	``
d_118_49	double	Source column from the original resource.	``
d_118_69	double	Source column from the original resource.	``
d_117_96	double	Source column from the original resource.	``
d_117_76	double	Source column from the original resource.	``
d_115_9	double	Source column from the original resource.	``
d_114_23	double	Source column from the original resource.	``
d_114_17	double	Source column from the original resource.	``
d_114_2	double	Source column from the original resource.	``
d_114_47	double	Source column from the original resource.	``
d_115_2	double	Source column from the original resource.	``
d_116_71	double	Source column from the original resource.	``
d_118_89	double	Source column from the original resource.	``
d_119_53	double	Source column from the original resource.	``
d_120_95	double	Source column from the original resource.	``
d_121_56	double	Source column from the original resource.	``
d_120_79	double	Source column from the original resource.	``
d_119_87	double	Source column from the original resource.	``
d_118_08	double	Source column from the original resource.	``
d_117_94	double	Source column from the original resource.	``
d_118_06	double	Source column from the original resource.	``
d_118_94	double	Source column from the original resource.	``
d_121_36	double	Source column from the original resource.	``
d_126_29	double	Source column from the original resource.	``
d_128_22	double	Source column from the original resource.	``
d_129_17	double	Source column from the original resource.	``
d_129_92	double	Source column from the original resource.	``
d_130_63	double	Source column from the original resource.	``
d_129_67	double	Source column from the original resource.	``
d_127_88	double	Source column from the original resource.	``
d_126_96	double	Source column from the original resource.	``
d_127	double	Source column from the original resource.	``
d_127_66	double	Source column from the original resource.	``
d_128_79	double	Source column from the original resource.	``
d_131_49	double	Source column from the original resource.	``
d_136_59	double	Source column from the original resource.	``
d_140_13	double	Source column from the original resource.	``
d_144_31	double	Source column from the original resource.	``
d_146_67	double	Source column from the original resource.	``
d_145_54	double	Source column from the original resource.	``
d_144	double	Source column from the original resource.	``
d_141_5	double	Source column from the original resource.	``
d_140_4	double	Source column from the original resource.	``
d_140_81	double	Source column from the original resource.	``
d_142_92	double	Source column from the original resource.	``

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-4325dd2e")
df = ds["train"].to_pandas()
print(df.head())

Inspect Columns

print(df.info())
print(df.head())

Filter By Geography

if "country_iso3" in df.columns:
    sample = df[df["country_iso3"] == "MOZ"]

Time-Series Pattern

if "value" in df.columns and "year" in df.columns:
    trend = df.sort_values("year")

Pivot For Analysis

if {"indicator_id", "year", "value"}.issubset(df.columns):
    matrix = df.pivot_table(index="year", columns="indicator_id", values="value")
    print(matrix.tail())

Data Quality Notes

• Canonical time field: year.
• Missing values are preserved rather than silently imputed.
• Column names are standardized for machine use; source meanings are preserved where known.
• Always confirm source methodology, units, and collection definitions before policy, production, or redistribution-sensitive use.

Source And Provenance

• Source: INE
• Publisher: INE
• Portal: https://mozdata.ine.gov.mz
• Resource: Índice Preço ao Consumidor
• License: other-open
• Retrieved/generated: 2026-08-07T22:11:59Z
• Hugging Face repo: electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-4325dd2e

Transformations Applied

• Converted the source table to Parquet for efficient analytics and ML workflows.
• Added or preserved source provenance columns where available.
• Standardized README metadata, dataset loading configuration, schema documentation, and citation format.
• Preserved source-reported values without analytical imputation.

Suggested Analyses

• Track mobility over time
• Compare routes or geographies
• Join with economic and population data
• Build time-series views and period-over-period comparisons
• Check missingness before modeling
• Use country_iso3 as the safest geography join key when present

Citation

@misc{electric_sheep_africa_africa_mozambique_indice_de_preco_do_consumidor_2011_4325dd2e_2021,
  title        = {Indice De Preco Do Consumidor 2011 | Africa (INE)},
  author       = {INE},
  year         = {2021},
  url          = {https://mozdata.ine.gov.mz/index.php/catalog/53/related-materials},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mozambique-indice-de-preco-do-consumidor-2011-4325dd2e}}
}

License

Released under other-open.

Original data is published by INE. Electric Sheep Africa engineering standardizes the data for discovery, loading, and analysis on Hugging Face. Cite both the original source and this ML-ready dataset when used.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

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Provenance: README standardized 2026-08-11 by the Electric Sheep Africa README system. Source URL: https://mozdata.ine.gov.mz/index.php/catalog/53/related-materials